4 papers
A plug-and-play generative framework for multi-satellite precipitation estimation
Yunfan Yang, Haofei Sun, Xiuyu Sun +7
Reliable precipitation monitoring is essential for disaster risk reduction, water resources management, and agricultural decision-making. Multi-source satellite observations, parti…
A Data-Driven Regional Model for Skillful Medium-Range Typhoon Prediction
Zeyi Niu, Wei Huang, Sirong Huang +7
Accurate prediction of tropical cyclones remains a major challenge for both numerical weather prediction and emerging artificial intelligence weather prediction systems. While rece…
StormDiT: A generative AI model bridges the 2-6 hour 'gray zone' in precipitation nowcasting
Haofei Sun, Yunfan Yang, Wei Han +6
Accurate short-term warnings for extreme precipitation are critical for global disaster mitigation but are hindered by a persistent predictability barrier at the 2-6 hour horizon -…
Intelligent Shanghai Typhoon Model (ISTM): A generative probabilistic emulator for typhoon hybrid modeling
Zeyi Niu, Wei Huang, Sirong Huang +5
To address the systematic underestimation of typhoon intensity in artificial intelligence weather prediction (AIWP) models, we propose the Intelligent Shanghai Typhoon Model (ISTM)…